# wednesday.is llms.txt

> Wednesday Solutions is a trusted product engineering firm offering strategy, design, and full stack development services for top enterprises across the globe.

## Core Services & Pages
- [Custom Software, Web & Mobile App Development and Design](https://www.wednesday.is): Wednesday Solutions is a trusted product engineering firm offering strategy, design, and full stack development services for top enterprises across the globe.
- [Open Source Projects - Templates, Toolkits, and Libraries](https://www.wednesday.is/open-source-projects): We love giving back. With 15+ open source projects contributed, we're sure you'll find them useful for your development journey. Make use of it today!
- [Get in touch with India's leading data and AI agency](https://www.wednesday.is/contact-us): Wednesday specializes in Application modernization, Data Engineering, and Applied AI. We work with Enterprises, Unicorns, and ambitious start-ups.
- [Contact Us Success page](https://www.wednesday.is/contact-us-success-page): Thank you for contacting us, our team is already working on getting back to you!
- [Creating Content - White Papers, & Talks on cutting edge tech](https://www.wednesday.is/creating-content): Elevate your Engineering and Product Development Game by getting your hands on exclusive Wednesday Solutions content
- [Our life at Wednesday](https://www.wednesday.is/culture): A timeline of the technologies we've mastered. Mobile, Web, DevOps, Serverless. Click here to learn about our team and what sets us apart.
- [Engineering Case Studies - Wednesday Solutions](https://www.wednesday.is/engineering-case-studies): Wednesday has a wealth of experience in digital product engineering services. Check out our case studies about the problems we solved for our enterprise clients.
- [Join Our Firm of Custom Software Designers & Developers](https://www.wednesday.is/hiring): Build & design great digital products with excellent career progression. We're recruiting people with the right aptitude and attitude. Is that you?
- [Our Privacy Policy](https://www.wednesday.is/privacy-policy): This privacy policy statement outlines our data practices and your choices regarding how we collect and use your information.
- [Our Mission, Vision and Purpose](https://www.wednesday.is/purpose): Join our purpose of building great digital products along with a forward-thinking engineering team.
- [Software, Web & Mobile App Development and Design Services](https://www.wednesday.is/servicing): Learn about each of the services we offer - engineering, product design, project management, testing & QA.
- [Webinars, Teasers, and Informative snippets. Learn now!](https://www.wednesday.is/sharing-videos): Sharing our expertise in Application Modernization, Data Engineering, and Applied AI through webinars, snippets, and teasers.
- [Quick Links](https://www.wednesday.is/sprouting-leaves): A collection of links to all the resources at Wednesday.
- [Thank you for subscribing](https://www.wednesday.is/thank-you-for-subscribing): Next Steps after subscribing to our newsletter. Be sure to add the address hello@wednesday.is to your contacts to keep getting your regular dose of awesome from us.
- [Opinions, views and thought leadership through detailed Articles](https://www.wednesday.is/writing-articles): News, articles, and information from our expert digital product strategists, designers, developers, engineers, QA experts, and project managers.
- [DIY Tutorials on Cloud, Data, and Application Modernization](https://www.wednesday.is/writing-tutorials): Learn from our expert designers, developers, and engineers. A series of "How to" tutorials to let you in on how we build & design software.
- [Our Terms and Condition](https://www.wednesday.is/terms-conditions): At Wednesday we are committed to ensuring a high standard of delivery and customer experience. We provide the following terms and conditions upon engaging.

## Service Offerings
- [Amplify - Accelerated Growth For You](https://www.wednesday.is/servicing/amplify): Amplify is targeted towards helping scaleups and post-PMF companies grow rapidly and sustainably. Book a free call to know more.
- [Catalyse - Expert Staff Augmentation For You](https://www.wednesday.is/servicing/catalyse): Boost your team's firepower with Wednesday Catalyse service. For Startups and Scale ups. Book a free call to know more.
- [Control - Robust and Efficient Cost Control](https://www.wednesday.is/servicing/control): We build robust pipelines that put your code directly in users' hands. We identify cost-saving opportunities and help you refactor for efficiency.
- [Launch - MVP to PMF using AI Powered Sprints](https://www.wednesday.is/servicing/launch): Our AI-driven frameworks power efficient sprints, while our offshore model maximises iterations — helping you reach PMF faster.
- [Sprint Zero - Gain trust before you commit](https://www.wednesday.is/servicing/launch/sprint-zero): A risk-free way to validate our AI-driven product engineering process before making a long-term commitment.
- [The Wednesday Newsletter](https://www.wednesday.is/newsletter): High quality insights, once a month from an agency built for the AI age.

## Key Articles & Insights

### AI & Consulting Services
- [Advanced Agentic AI Development: Expert Techniques](https://www.wednesday.is/writing-articles/advanced-agentic-ai-development-expert-techniques): Discover advanced agentic AI development techniques to enhance autonomy and efficiency.
- [Advanced CrewAI Development: Expert Implementation Strategies](https://www.wednesday.is/writing-articles/advanced-crewai-development-expert-implementation-strategies): Discover advanced CrewAI development strategies with expert insights.
- [Agentic AI Consulting - Transform Your Business Operations](https://www.wednesday.is/writing-articles/agentic-ai-consulting-transform-your-business-operations): Discover how Agentic AI Consulting can transform your business operations with innovative AI solutions.
- [Agentic AI Development Frameworks: Choosing the Right Tools](https://www.wednesday.is/writing-articles/agentic-ai-development-frameworks-choosing-the-right-tools): Discover the top agentic AI development frameworks to optimize your projects.
- [Agentic AI Development Services: Technical Implementation Guide](https://www.wednesday.is/writing-articles/agentic-ai-development-services-technical-implementation-guide): Discover expert agentic AI development services with our technical implementation guide.
- [Agentic AI for Business Process Automation: Complete Strategy](https://www.wednesday.is/writing-articles/agentic-ai-for-business-process-automation-complete-strategy): Discover the ultimate agentic AI for business process automation strategy.
- [Agentic AI for Enterprise: Large-Scale Implementation](https://www.wednesday.is/writing-articles/agentic-ai-for-enterprise-large-scale-implementation): Discover how agentic AI for enterprise enables large-scale implementation, boosting efficiency by up to 40%, enhancing decision-making, and driving innovation.
- [Agentic AI Implementation: Step-by-Step Development Guide](https://www.wednesday.is/writing-articles/agentic-ai-implementation-step-by-step-development-guide): Discover the ultimate agentic AI implementation guide with step-by-step development tips.
- [AI Consulting for Agriculture and Food](https://www.wednesday.is/writing-articles/ai-consulting-for-agriculture-and-food): Discover how AI consulting transforms agriculture and food industries with innovative solutions, boosting yields by up to 30%, reducing waste, and enhancing sustainability.
- [AI Consulting for E-commerce Businesses](https://www.wednesday.is/writing-articles/ai-consulting-for-e-commerce-businesses): Discover how AI consulting can boost your e-commerce business with personalized insights, increased sales, and streamlined operations.
- [AI Consulting for Healthcare Organizations](https://www.wednesday.is/writing-articles/ai-consulting-for-healthcare-organizations): Discover how AI consulting can transform healthcare organizations with innovative solutions, improved patient outcomes, and cost savings.
- [AI Consulting for Insurance Industry](https://www.wednesday.is/writing-articles/ai-consulting-for-insurance-industry): Discover how AI consulting transforms the insurance industry with 30% faster claims processing, improved risk assessment, and enhanced customer experience.
- [AI Consulting for Manufacturing Companies](https://www.wednesday.is/writing-articles/ai-consulting-services-for-manufacturing-companies): Discover how AI consulting services can boost manufacturing efficiency by up to 30%, reduce costs, and drive innovation.
- [AI Consulting for Startups - Growth Acceleration Guide](https://www.wednesday.is/writing-articles/ai-consulting-for-startups-growth-acceleration-guide): Discover how AI consulting can accelerate startup growth with proven strategies, expert insights, and data-driven solutions.
- [AI Implementation Consulting - From Strategy to Execution](https://www.wednesday.is/writing-articles/ai-implementation-consulting-from-strategy-to-execution): Discover expert AI implementation consulting from strategy to execution.
- [AI Model Optimization Consulting](https://www.wednesday.is/writing-articles/ai-model-optimization-consulting): Discover expert AI Model Optimization Consulting to enhance performance, reduce costs by up to 30%, and unlock AI potential.
- [Custom AI Development Services - Tailored Solutions](https://www.wednesday.is/writing-articles/custom-ai-development-services-tailored-solutions): Discover our custom AI development services offering tailored solutions to boost efficiency, drive innovation, and deliver measurable results.
- [Enterprise AI Strategy Consulting - 2025 Blueprint](https://www.wednesday.is/writing-articles/enterprise-ai-strategy-consulting-2025-blueprint): Discover the 2025 blueprint for enterprise AI strategy consulting, unlocking competitive advantages, boosting efficiency, and driving innovation.
- [Generative AI Consulting Services - Business Applications](https://www.wednesday.is/writing-articles/generative-ai-consulting-services-business-applications): Discover how generative AI consulting services can transform your business with innovative solutions, boosting efficiency by up to 40%.
- [Machine Learning Consulting Services - Expert Implementation](https://www.wednesday.is/writing-articles/machine-learning-consulting-services-expert-implementation): Discover top machine learning consulting services to accelerate your AI projects.
- [Natural Language Processing Consulting](https://www.wednesday.is/writing-articles/natural-language-processing-consulting): Discover expert Natural Language Processing Consulting to boost your AI projects.

### Product Engineering & Development
- [AI-Driven Product Engineering: Accelerating MVP to PMF with Intelligent Sprints](https://www.wednesday.is/writing-articles/ai-driven-product-engineering-accelerating-mvp-to-pmf-with-intelligent-sprints): Discover how AI-driven product engineering accelerates MVP to PMF with intelligent sprints, boosting efficiency by up to 40%.
- [Advanced Product Engineering: Innovation and R&D Integration](https://www.wednesday.is/writing-articles/advanced-product-engineering-innovation-and-randd-integration): Discover how advanced product engineering integrates innovation and R&D to boost efficiency, reduce time-to-market by 30%, and drive competitive advantage.
- [Digital Product Engineering Services: Complete Lifecycle Management](https://www.wednesday.is/writing-articles/digital-product-engineering-services-complete-lifecycle-management): Discover how digital product engineering services enable complete lifecycle management, boosting efficiency by 30%, reducing time-to-market, and driving innovation.
- [From Idea to Market: Product Engineering Lifecycle Management](https://www.wednesday.is/writing-articles/from-idea-to-market-product-engineering-lifecycle-management): Discover the complete product engineering lifecycle management process from idea to market.
- [From MVP to PMF: A Startup's Strategic Roadmap](https://www.wednesday.is/writing-articles/from-mvp-to-pmf-a-startups-strategic-roadmap): Discover the ultimate strategic roadmap to move from MVP to Product-Market Fit, gain proven insights, and accelerate your startup's growth.
- [From MVP to Scale: Technical Architecture Evolution](https://www.wednesday.is/writing-articles/from-mvp-to-scale-technical-architecture-evolution): Discover how to evolve your technical architecture from MVP to scale efficiently.
- [Product Engineering Capability Assessment Framework](https://www.wednesday.is/writing-articles/product-engineering-capability-assessment-framework): Discover the ultimate Product Engineering Capability Assessment Framework to optimize your development processes, boost efficiency by 30%, and drive innovation.
- [Product Engineering for B2B vs B2C Markets](https://www.wednesday.is/writing-articles/product-engineering-for-b2b-vs-b2c-markets): Discover the key differences in product engineering for B2B vs B2C markets, gain actionable insights, and learn how to optimize your strategy for maximum success.
- [Product Engineering Quality Management: Speed vs Quality](https://www.wednesday.is/writing-articles/product-engineering-quality-management-speed-vs-quality): Discover how to balance speed and quality in product engineering quality management.
- [Product Engineering Strategy: Build vs Buy vs Partner](https://www.wednesday.is/writing-articles/product-engineering-strategy-build-vs-buy-vs-partner): Discover the ultimate product engineering strategy—build, buy, or partner. Learn how to optimize decisions, reduce costs by 30%, and accelerate innovation.
- [Product Engineering Team Scaling Strategies](https://www.wednesday.is/writing-articles/product-engineering-team-scaling-strategies): Discover proven product engineering team scaling strategies to boost efficiency, foster innovation, and drive growth.
- [Product Engineering Trends Reshaping Software Development](https://www.wednesday.is/writing-articles/product-engineering-trends-reshaping-software-development): Discover the latest product engineering trends reshaping software development in 2024.
- [The Future of Product Engineering: AI and Automation Impact](https://www.wednesday.is/writing-articles/the-future-of-product-engineering-ai-and-automation-impact): Discover the future of product engineering with AI and automation, unlocking faster innovation, increased efficiency, and competitive advantage.

### MVP Development & Strategy
- [Building MVP Teams: Roles and Responsibilities](https://www.wednesday.is/writing-articles/building-mvp-teams-roles-and-responsibilities): Discover essential roles and responsibilities for building effective MVP teams.
- [Cross-Platform MVP Development: Mobile-First Strategies](https://www.wednesday.is/writing-articles/cross-platform-mvp-development-mobile-first-strategies): Discover top cross-platform MVP development strategies with a mobile-first approach.
- [MVP Accessibility: Inclusive Design from Day One](https://www.wednesday.is/writing-articles/mvp-accessibility-inclusive-design-from-day-one): Discover how MVP accessibility and inclusive design from day one can boost user engagement, expand your reach, and ensure compliance.
- [MVP Architecture for Scale: Building PMF-Ready Products](https://www.wednesday.is/writing-articles/mvp-architecture-for-scale-building-pmf-ready-products): Discover how MVP architecture for scale can help you build PMF-ready products faster, reduce development costs by up to 30%, and accelerate market fit.
- [MVP Development to Product-Market Fit: Metrics That Matter](https://www.wednesday.is/writing-articles/mvp-development-to-product-market-fit-metrics-that-matter): Discover key metrics that matter in MVP development to achieve product-market fit.
- [MVP Launch Strategy: Getting Your First 1000 Users](https://www.wednesday.is/writing-articles/mvp-launch-strategy-getting-your-first-1000-users): Discover proven MVP launch strategies to acquire your first 1,000 users fast.
- [MVP Monetization Models: Finding Revenue-Product Fit](https://www.wednesday.is/writing-articles/mvp-monetization-models-finding-revenue-product-fit): Discover top MVP monetization models to achieve revenue-product fit.
- [MVP Performance Optimization: Speed as a Feature](https://www.wednesday.is/writing-articles/mvp-performance-optimization-speed-as-a-feature): Discover how MVP performance optimization boosts speed as a key feature, enhancing user experience and engagement.
- [MVP Security: Protection Without Slowing Innovation](https://www.wednesday.is/writing-articles/mvp-security-protection-without-slowing-innovation): Discover how MVP Security offers robust protection without slowing innovation.
- [MVP Testing Strategies: Quality at Speed](https://www.wednesday.is/writing-articles/mvp-testing-strategies-quality-at-speed): Discover proven MVP testing strategies to ensure quality at speed.
- [MVP UX Design: Creating Products Users Actually Want](https://www.wednesday.is/writing-articles/mvp-ux-design-creating-products-users-actually-want): Discover how MVP UX Design helps create products users love. Learn proven strategies to boost engagement, reduce development costs, and deliver value fast.
- [The Economics of MVP Development: ROI and Cost Management](https://www.wednesday.is/writing-articles/the-economics-of-mvp-development-roi-and-cost-management): Discover the economics of MVP development, learn how to maximize ROI and control costs effectively.
- [User Research in the MVP Phase: Validation Before Development](https://www.wednesday.is/writing-articles/user-research-in-the-mvp-phase-validation-before-development): Discover how user research in the MVP phase ensures validation before development, reducing costs by up to 30% and boosting product success.

### Staffing & Team Building
- [AI-Powered Staff Augmentation: How to Scale Your Development Team with Machine Learning Talent in 2025](https://www.wednesday.is/writing-articles/ai-powered-staff-augmentation-how-to-scale-your-development-team-with-machine-learning-talent-in-2025): Discover how AI-powered staff augmentation can rapidly scale your development team with machine learning talent in 2025.
- [Agile Development Team Staffing Strategies](https://www.wednesday.is/writing-articles/agile-development-team-staffing-strategies): Discover effective Agile development team staffing strategies to boost productivity, enhance collaboration, and deliver projects faster.
- [Complete Guide to Mobile App Development Staffing in 2025](https://www.wednesday.is/writing-articles/complete-guide-to-mobile-app-development-staffing-in-2025): Discover the ultimate guide to mobile app development staffing in 2025, learn key strategies, industry trends, and expert tips to build a winning team.
- [Custom Software Development Staffing Solutions](https://www.wednesday.is/writing-articles/custom-software-development-staffing-solutions): Discover top custom software development staffing solutions that boost project success by 30%.
- [Enterprise Software Development Staffing](https://www.wednesday.is/writing-articles/enterprise-software-development-staffing): Discover expert enterprise software development staffing strategies to boost project success, reduce costs by up to 30%, and accelerate innovation.
- [Frontend Developer Staffing How to Build World-Class UI Teams](https://www.wednesday.is/writing-articles/frontend-developer-staffing-how-to-build-world-class-ui-teams): Discover expert strategies for frontend developer staffing to build world-class UI teams.
- [IT Staff Augmentation vs. Offshore Development Teams: The Complete Decision Framework for 2025](https://www.wednesday.is/writing-articles/it-staff-augmentation-vs-offshore-development-teams-the-complete-decision-framework-for-2025): Discover the ultimate decision framework for IT staff augmentation vs. offshore development teams in 2025.
- [IT Talent Acquisition Strategies for Global Companies](https://www.wednesday.is/writing-articles/it-talent-acquisition-strategies-for-global-companies): Discover proven IT talent acquisition strategies for global companies to attract top talent, reduce hiring time by 30%, and stay competitive.
- [Mobile App Development Excellence: Building Cross-Platform Development Teams for iOS and Android](https://www.wednesday.is/writing-articles/mobile-app-development-excellence-building-cross-platform-development-teams-for-ios-and-android): Discover how to build high-performing cross-platform development teams for iOS and Android, boosting app efficiency and user engagement.
- [Quality Assurance and Testing Team Staffing](https://www.wednesday.is/writing-articles/quality-assurance-and-testing-team-staffing): Discover expert strategies for quality assurance and testing team staffing to boost software quality, reduce bugs by 30%, and ensure project success.
- [Remote Development Team Management Best Practices](https://www.wednesday.is/writing-articles/remote-development-team-management-best-practices): Discover top remote development team management best practices to boost productivity, enhance collaboration, and ensure project success.
- [Staffing Solutions for Startups Complete Guide](https://www.wednesday.is/writing-articles/staffing-solutions-for-startups-complete-guide): Discover the ultimate staffing solutions for startups with our comprehensive guide.

### Data Engineering & Analytics
- [Data Engineering at Scale: Building Big Data Teams for Enterprise Analytics](https://www.wednesday.is/writing-articles/data-engineering-at-scale-building-big-data-teams-for-enterprise-analytics): Discover how to build high-performing data engineering teams for enterprise analytics.
- [A Comprehensive Guide to Data Modeling: Everything You Need to Know (Part 1)](https://www.wednesday.is/writing-articles/a-comprehensive-guide-to-data-modeling-everything-you-need-to-know-part-1): Master data modeling with this comprehensive guide covering fundamentals, evolution, complexities, key concepts, normalization, SCD, ERDs, and more to optimize data engineering.
- [Mastering Data Modeling Approaches: Unlocking the Power of Data Engineering (Part 2)](https://www.wednesday.is/writing-articles/mastering-data-modeling-approaches-unlocking-the-power-of-data-engineering-part-2): Master data modeling approaches by exploring techniques like dimensional, data vault, anchor, bitemporal, and entity-centric modeling, overcoming challenges like redundancy and scalability.
- [Demystifying Data Architecture Patterns and Data Modeling: A Comprehensive Guide (Part 3)](https://www.wednesday.is/writing-articles/demystifying-data-architecture-patterns-and-data-modeling-a-comprehensive-guide-part-3): Demystify data architecture by exploring the staging area, data cleansing, data marts, architecture patterns like hub-and-spoke and microservices, specialized patterns, and powerful data modeling frameworks.
- [The Benefits of Using an Open Table Format for Setting Up Your Data Environment](https://www.wednesday.is/writing-articles/the-benefits-of-using-an-open-table-format-for-setting-up-your-data-environment): Learn the benefits of using open table formats to set up your data environment including simplified infrastructure, seamless schema updates, time travel analysis, and git-style version control.
- [The Essential Guide to Selecting the Perfect Tools for Your Data Pipeline](https://www.wednesday.is/writing-articles/the-essential-guide-to-selecting-the-perfect-tools-for-your-data-pipeline): Learn how to build an efficient data pipeline by gathering detailed requirements, understanding key components like orchestration and scheduling, and using a framework to select the perfect tools for extraction, transformation and loading.
- [The Ultimate Guide to Scaling Your Data Pipelines in Data Engineering](https://www.wednesday.is/writing-articles/the-ultimate-guide-to-scaling-your-data-pipelines-in-data-engineering): Learn strategies for scaling data pipelines to boost throughput and performance including vertical vs horizontal scaling approaches, factors to consider when choosing a scaling method, and key takeaways.
- [Code reusability and CD with AWS Glue](https://www.wednesday.is/writing-articles/aws-glue-unleashing-the-power-of-custom-code-and-continuous-deployment): Unlock AWS Glue's full potential with custom code and continuous deployment. Learn use cases, limitations, and streamline your ETL processes.
- [ClickHouse: Revolutionizing Real-Time Big Data Analytics](https://www.wednesday.is/writing-articles/clickhouse-revolutionizing-real-time-big-data-analytics): Discover how ClickHouse revolutionizes real-time big data analytics with its high performance, scalability, and efficient storage solutions, perfect for senior engineers and CTOs.

### Business Strategy & Pricing
- [Outcome-Based Pricing Implementation Guide](https://www.wednesday.is/writing-articles/outcome-based-pricing-implementation-guide): Discover our comprehensive Outcome-Based Pricing Implementation Guide to optimize revenue, align client value, and boost profitability.
- [The Rise of Outcome-Based Pricing in SaaS Products](https://www.wednesday.is/writing-articles/the-rise-of-outcome-based-pricing-in-saas-products): Discover how outcome-based pricing is transforming SaaS products, boosting ROI and customer satisfaction.
- [Choosing Between Retainer and Outcome-Based Pricing Models](https://www.wednesday.is/writing-articles/choosing-between-retainer-and-outcome-based-pricing-models): Discover the key differences between retainer and outcome-based pricing models, learn which boosts profitability, and make informed decisions to maximize client value.
- [Fixed Price vs Time and Materials: Success Factors Analysis](https://www.wednesday.is/writing-articles/fixed-price-vs-time-and-materials-success-factors-analysis): Discover the key success factors of Fixed Price vs Time and Materials contracts.
- [Time and Materials vs Fixed Price vs Outcome-Based Contracts](https://www.wednesday.is/writing-articles/time-and-materials-vs-fixed-price-vs-outcome-based-contracts): Discover the pros and cons of Time and Materials, Fixed Price, and Outcome-Based Contracts.
- [Digital Transformation Leadership: Building Technology Teams for Organizational Change](https://www.wednesday.is/writing-articles/digital-transformation-leadership-building-technology-teams-for-organizational-change): Discover proven strategies for digital transformation leadership and building effective technology teams.
- [Digital Transformation — Vantage points](https://www.wednesday.is/writing-articles/digital-transformation-vantage-points): Tech, Target Audience, Team, and Testing - a recipe for foolproof digital transformation for your business. Who influences decisions from directors to end users?

### Agile & Development Methodologies
- [Agile Development with Offshore Teams: The Complete Project Management Guide for India-Based IT Services](https://www.wednesday.is/writing-articles/agile-development-with-offshore-teams-the-complete-project-management-guide-for-india-based-it-services): Discover how Agile development with offshore teams boosts efficiency and reduces costs.
- [Agile Methodology with Offshore Teams: Implementing Scrum and Kanban for Distributed Development](https://www.wednesday.is/writing-articles/agile-methodology-with-offshore-teams-implementing-scrum-and-kanban-for-distributed-development): Discover how Agile methodology with offshore teams boosts productivity and collaboration.
- [A project management checklist that sets you up for success](https://www.wednesday.is/writing-articles/a-project-management-checklist-that-sets-you-up-for-success): Checklists make sure you always get the desired outcome and quality. This article shares a project management checklist to ensure your software development projects are delivered on time while maintaining the best quality.
- [The Perfect Time to Scale: Comparing Agile Scaling Frameworks](https://www.wednesday.is/writing-articles/the-perfect-time-to-scale-comparing-agile-scaling-frameworks): Agile scaling secrets to boost your team's efficiency and master the art of expansion with our expert insights into Agile Scaling Frameworks, learn when to scale, identify the signs, and implement best practices for maximum project velocity.

## Technical Tutorials & Guides

### Cloud & DevOps
- [Migrating from ECS to EKS](https://www.wednesday.is/writing-articles/migrating-ecs-eks-step-by-step-guide): Learn how to migrate seamlessly from ECS to EKS with this step-by-step guide. Avoid the issues of high workloads and scalability limitations by transitioning to EKS without recreating your existing infrastructure.
- [Guide to Deploying Your App to ECS with Github Actions](https://www.wednesday.is/writing-tutorials/deploy-to-ecs-github-actions): Learn how to setup a CD pipeline to deploy your application to ECS using Github Actions, with support to deploy to different environments.
- [How to Use AWS Copilot](https://www.wednesday.is/writing-tutorials/how-to-use-copilot-to-deploy-projects-on-ecs): Learn how to setup Copilot, deploy a containerized application, deploy an update and find out how to add incremental changes to the application right from the CLI.
- [When Less is More: Serverless NAT Gateway - Part 1](https://www.wednesday.is/writing-tutorials/when-less-is-more-serverless-nat-gateway-part-1): Learn how to create an AWS lambda function using the Serverless framework and configure webpack as well as AWS resources.
- [When Less is More: Serverless NAT Gateway - Part 2](https://www.wednesday.is/writing-tutorials/when-less-is-more-serverless-nat-gateway-part-2): In Part 2, of this two part tutorial, you will learn how to create a CD pipeline in Github and deploy serverless templates to create your lambda functions.
- [Creating and managing an AWS MSK Cluster and Configuration](https://www.wednesday.is/writing-tutorials/creating-and-managing-an-aws-msk-cluster-and-configuration): This tutorial walks you through how to create and manage an AWS Managed Streaming for Apache Kafka (MSK) service along with its configuration file.
- [Reducing the blast radius in AWS ECS with Canary Deployments](https://www.wednesday.is/writing-articles/reducing-blast-radius-aws-ecs-canary-deployments): Discover the best practices for reducing the blast radius in AWS ECS with canary deployments. Learn how to minimize the impact of deployment failures with our step-by-step guide.
- [AWS ECS: Breaking out of the observability vendor lock-in with SigNoz](https://www.wednesday.is/writing-articles/aws-ecs-breaking-observability-vendor-lock-in-signoz): Break out of the observability vendor lock-in with SigNoz and unlock the full potential of AWS ECS. Learn how this open-source platform can enhance your application monitoring and troubleshooting.

### Testing & Quality Assurance
- [Selenium E2E Tests with Chrome Extension](https://www.wednesday.is/writing-tutorials/automated-testing-strategy-end-to-end-tests-selenium): Looking to minimize the number of regressions and bugs in your software delivery cycle? Learn how to implement an automated testing strategy using end-to-end tests and Selenium in this comprehensive tutorial. With shorter release cycles and faster time-to-market, stay ahead of the competition and keep your users happy.
- [Node App Integration Tests with Docker, Redis & PostgreSQL](https://www.wednesday.is/writing-tutorials/integration-tests-for-node-applications-with-docker-images-redis-and-postgresql): Say goodbye to mundane and unrealistic test data, and embrace the flexibility and versatility of Dockerized integration tests. Whether you're working on a small project or a large-scale application, Docker and `jest` with `docker-compose` can become your trusted allies in building robust, reliable, and scalable software.
- [How to write postman tests and execute them as a part of your CI](https://www.wednesday.is/writing-tutorials/how-to-write-postman-tests-and-execute-them-as-a-part-of-your-ci): This tutorial explains how to write tests using postman during the development phase. It further explains how to integrate the collection as part of your CI pipeline.
- [Writing Tests in Flutter {Part 1} : How to write Unit tests in Flutter](https://www.wednesday.is/writing-tutorials/tests-in-flutter-part-1-how-to-write-unit-tests-in-flutter): Learn how to write unit tests in flutter. Learn about the anatomy of a unit test, write unit tests with validators and test for exceptions.
- [Writing Tests in Flutter {Part 2} : How to write Widget Tests in Flutter](https://www.wednesday.is/writing-tutorials/writing-tests-in-flutter-part-2-how-to-write-widget-tests-in-flutter): Learn how to write widget tests in Flutter. We start with the basics of writing testable widgets and learn how to test interactions with widgets and a lot more.
- [Writing Tests in Flutter {Part 3} : How to write golden tests in Flutter](https://www.wednesday.is/writing-tutorials/writing-tests-in-flutter-part-3-how-to-write-golden-tests-in-flutter): In this tutorial learn how to write golden tests in Flutter. Learn about the Golden Test Toolkit. How to test for multiple devices and how to render fonts & icons in golden tests.
- [The Definitive Guide to Testing Coroutines and Kotlin Flows](https://www.wednesday.is/writing-tutorials/testing-coroutines-kotlin-flows): This is an in-depth guide on testing coroutines and Kotlin flows. We break down the entire process in actionable steps for you to follow along.

### Frontend Development
- [React Query - The what, how & when](https://www.wednesday.is/writing-articles/react-query-the-what-how-when): React Query is a library that helps frontend developers manage server state. In this article, we write about what the library does, how you can use it, and what are the best scenarios in which you should use it.
- [React vs. Next.js: Choosing the Right Framework for Your Project](https://www.wednesday.is/writing-articles/react-vs-next-js-choosing-the-right-framework-for-your-project): Developers often find themselves deciding between two popular options: React and Next.js. While they are related, there are important distinctions that can heavily influence your decision-making process.
- [React to the React App : How To Hard Reload Your React Web App Using Error Boundary](https://www.wednesday.is/writing-tutorials/react-to-the-react-app-how-to-hard-reload-your-react-web-app-using-error-boundary): Your user will never have to manually reload a web app after you've set up a hard reload button. This tutorial shows you how to hard reload your web app using error boundary.
- [Comprehensive Guide to Boosting Your Web App SEO: Detailed Insights for Practitioners and CTOs](https://www.wednesday.is/writing-articles/comprehensive-guide-to-boosting-your-web-app-seo-detailed-insights-for-practitioners-and-ctos): Enhance your web app's SEO with our comprehensive guide, offering detailed insights and strategies for senior engineers and CTOs to improve traffic, user experience, and search rankings.

### Mobile Development
- [A Framework for Mobile Product Strategy and Development](https://www.wednesday.is/writing-articles/a-framework-for-mobile-product-strategy-and-development): Native application development, flutter, react native or a progressive app. Which one should you choose? Learn how to make this decision in this article.
- [Architecture patterns in Flutter](https://www.wednesday.is/writing-articles/architecture-patterns-in-flutter): Learn about two widely adopted flutter architecture patterns BLOC & Provider.
- [Guide to Implementing BLoC Architecture in Flutter](https://www.wednesday.is/writing-articles/guide-to-implementing-bloc-architecture-in-flutter): A guide to understand & implement the BLoC architecture pattern in Flutter.

### Backend & APIs
- [API Specifications & Architecture](https://www.wednesday.is/writing-articles/api-specifications-architecture): Learn what API specification fits your needs. This article will help you decide what API specification and architecture to use to meet your business needs.
- [AppSync: Resolving mutations directly off of Aurora Serverless](https://www.wednesday.is/writing-tutorials/appsync-resolving-mutations-directly-off-of-aurora-serverless): Learn how to resolve mutations directly off of the database using Aurora and AppSync and return the newly created entity.
- [Running migrations for an Aurora Serverless cluster](https://www.wednesday.is/writing-tutorials/running-migrations-for-an-aurora-serverless-cluster): Learn how to set up and run database migrations for a ToDo application against a PostgreSQL Aurora Serverless Cluster.
- [Microservices - The Why & When](https://www.wednesday.is/writing-articles/when-to-use-and-not-use-microservices): Microservices architecture is talked about a lot. In this article, we write about when to use microservices and when not to.

### Application Error Handling
- [[Part 1] A proactive approach to handling application errors](https://www.wednesday.is/writing-tutorials/part-1-a-proactive-approach-to-handling-application-errors): Step by Step integration of slack alerts for failures in your application. Learn how to associate an ID for each incoming requests to the server.
- [[Part 2] A proactive approach to handling application errors](https://www.wednesday.is/writing-tutorials/part-2-a-proactive-approach-to-handling-application-errors): Learn to proactively handle errors on the backend by integrating Sentry in your React Application. Upload Source Maps, suspect commits, and use Github Actions for automation.
- [[Part 3] A proactive approach to handling application errors](https://www.wednesday.is/writing-tutorials/part-3-a-proactive-approach-to-handling-application-errors): In continuation on the series on how to proactively approach application errors, In this part, we will use the sentry-webpack-plugin to upload source maps to Sentry.

### Batch Jobs and Scheduling
- [[Part 1] Executing batch jobs in a multi-container environment using NodeJS and express](https://www.wednesday.is/writing-tutorials/part-1-executing-batch-jobs-in-a-multi-container-environment-using-nodejs-and-express): This tutorial explains how to create a mutation that schedules jobs to be executed after a set amount of time. By the end you can test out your newly created scheduler by changing the value of scheduleIn and message.
- [[Part 2] Executing batch jobs in a multi-container environment using NodeJS and express](https://www.wednesday.is/writing-tutorials/part-2-executing-batch-jobs-in-a-multi-container-environment-using-nodejs-and-express): This tutorial explains how to set up CRON jobs in a multi-container environment using Nodejs and Express.
- [[Part 3] Executing batch jobs in a multi-container environment using NodeJS and express](https://www.wednesday.is/writing-tutorials/part-3-executing-batch-jobs-in-a-multi-container-environment-using-nodejs-and-express): Learn to use RedisPubSub from GraphQl-redis-subscriptions to publish to subscription topics and how to create container-aware CRONS, scheduled jobs, and GraphQL Subscriptions.

## Engineering Case Studies

### FinTech & Financial Services
- [A GST invoice financing platform for SMEs and MSMEs Case Study](https://www.wednesday.is/engineering-case-studies/a-gst-invoice-financing-platform-for-smes-and-msmes): The customer wanted to build a first of its kind invoice financing platform for SMEs and MSMEs. Users could register with their GST details and share invoices that have been approved for income tax credit to lenders and other marketplaces. User's past financial information would be collected by integrating with account aggregators with the user's consent. Users could view loan offers from multiple lenders and select the one that is most apt.
- [A leading Fin-Tech lending company in Asia Case Study](https://www.wednesday.is/engineering-case-studies/a-leading-fin-tech-lending-company-in-asia): The customer wanted to build a suite of products that would help them analyse credit risk for short term working capital loans, automate the KYC & underwriting process for faster loan disbursals and integrate with card issuers for automated card issuance. The product also involved building a treasury that would meet all compliance norms and ensure lending practices followed met the compliance and regulatory laws.
- [A Multi-Tenant Invoice payment solution that uses OCR and multiple payment methods Case Study](https://www.wednesday.is/engineering-case-studies/a-multi-tenant-invoice-payment-solution-that-uses-ocr-and-multiple-payment-methods): The customer wanted to build a product that would allow users to take a picture of an invoice, send it over WhatsApp, Slack or email. The product would use an OCR system coupled with a machine learning model to identify the attributes of an invoice including the IBAN, amount, due date, currency and the recipient details. Reminders needed to be sent to customers when an invoice was nearning it's due date. Additional features included scheduling payments, conversations chat via WhatsApp, support for payment methods such as cards & open banking. A rich payment widget that can be embedded on any website to collect payments was also required.

### Enterprise Solutions
- [CI and CD pipelines for a leading e-commerce company to support SAAS & enterprise releases Case Study](https://www.wednesday.is/engineering-case-studies/ci-and-cd-pipelines-for-a-leading-e-commerce-company-to-support-saas-and-enterprise-releases): The customer wanted to build a release management pipeline that allowed them to test, build, and deploy their solution as a white-labelled offering to their customers. They also wanted the pipeline to support enterprise deployments of specific versions, these were deployed on premise or as an independent cloud deployment. Enterprise customers could request for features to either be built or added to a version they purchased.
- [Document Intelligence for Rental Contracts Case Study](https://www.wednesday.is/engineering-case-studies/document-intelligence-for-rental-contracts): The customer wanted to build an auditing portal that used machine learning to reduce the time taken to review large documents. The solution required building a user interface that allowed the auditors to navigate through classification fields, review the excerpts in the document related to each classification field and interact with the document as they would using Adobe PDF viewer.
- [Full Stack Development for a InsureTech company in Europe Case Study](https://www.wednesday.is/engineering-case-studies/full-stack-development-for-a-insuretech-company-in-europe): The customer wanted to build a platform to sell insurance policies direct to customers via an interactive web and mobile application. The policies were a combination of life, health, and income insurance. These were created by collaborating with industry leading insurance companies in these sectors. The platform had to automate functions such as accounting, billing, policy document generation, and payments. A configuration management system had to be built to allow generation of connectors to talk to legacy systems from partner insurance providers.

### Consumer Applications
- [Full Stack Product Development for a leading Meal Plan company Case Study](https://www.wednesday.is/engineering-case-studies/full-stack-product-development-for-a-leading-meal-plan-company): The customer wanted to build a suite of products that would help them manage their business processes efficiently. This included a portal that would be used by the administrative team to manage customers, meal plan subscriptions, grievances and reporting. A kitchen portal to help chefs prepare meals as per each customer's specification and taste. A logistics app used to monitor the delivery of the meal. A customer facing mobile and web application that allows managing subscriptions, meals plans, and payments.
- [Multi-Node, Offline first E-Parking Microservices-based application Case Study](https://www.wednesday.is/engineering-case-studies/multi-node-offline-first-e-parking-microservices-based-application): The customer wanted to build a platform where users can find parking spots as per their preference i.e. cost, distance or a combination of both. Parking lots should be able to book maximum occupancy, set rules for surge pricing, update occupancy details in real time and handle pre-booking of a parking spot.
- [Subscription platform for a leading market research publishing group Case Study](https://www.wednesday.is/engineering-case-studies/subscription-platform-for-a-leading-market-research-publishing-group): The customer wanted to build a subscription platform. Users could subscribe to different market research reports. The reports can be viewed via the web application and apple newsstand. Security was the top most priority as login credentials, and reports could not be shared.
- [WhatsApp chatbot to place and track orders for a leading lens manufacturer in Asia Case Study](https://www.wednesday.is/engineering-case-studies/whatsapp-chatbot-to-place-and-track-orders-for-a-leading-lens-manufacturer-in-asia): The customer wanted to build a chatbot that would allow end customers, opticians, third party eyewear shops to place and track orders for lenses. Users could upload pictures of prescriptions, the chatbot would parse the data using OCR and ML to capture power, axis, spherical, and cylindrical data points. The user could then choose multiple options of lenses, enter details, and place an order. A rich web application was built to capture payments, user information, and edit orders.

## Knowledge Areas & Expertise

### Core Technologies
- [Data Engineering - Trusted data at your fingertips](https://www.wednesday.is/knowledge-areas/data-engineering): Data engineering services for your valuable data. We make sure to unleash your data's potential and help you gain a competitive advantage.
- [DevOps & Maintenance - Accelerate Your Time-to-Market](https://www.wednesday.is/knowledge-areas/devops-maintenance): Wednesday Solutions offers expert DevOps services and consulting. Harness Docker, Kubernetes, Ansible, and more for accelerated and reliable development.
- [Flutter - One Codebase, Every Platform](https://www.wednesday.is/knowledge-areas/flutter): Expert Flutter developers at your service. We validate your ideas and deliver top-quality apps. We are your go-to partner for custom mobile solutions.
- [Generative & Applied AI - Intelligent applications powered by Data & LLMs](https://www.wednesday.is/knowledge-areas/generative-ai): Wednesday Solutions is a leading Generative AI service provider. We prioritize your data privacy and use fine-tuned models to enhance your business opportunities.
- [Golang - Over a decade of experience & counting](https://www.wednesday.is/knowledge-areas/golang): Unlock limitless scalability with Wednesday Solutions expert Golang developers with a proven track record. Trust our Go expertise.
- [Nodejs - Elite Nodejs Developers](https://www.wednesday.is/knowledge-areas/nodejs): Wednesday Solutions lets you unlock exponential growth with elite Node.js development. Experience true scalability and innovation.
- [React - React Web Development](https://www.wednesday.is/knowledge-areas/react): Wednesday Solutions React web development service will help you gain a competitive edge with client-side web development. Partner with us for real results.
- [React Native - Mobile Application Development](https://www.wednesday.is/knowledge-areas/react-native): At Wednesday Solutions we've built over 60 mobile applications. Our React Native expertise sets us apart - streamlined releases, automated testing, and more to save you time.
- [Serverless - Adopt, Migrate, & Manage Lambdas](https://www.wednesday.is/knowledge-areas/serverless): Wednesday Solutions provides serverless consulting and implementation services. Let our experts assist you in implementing best practices, reducing AWS costs, and ensuring seamless AWS maintenance.

## Wednesday Wisdom - Technical Content

### Frontend & Development
- [A Guide to Figma File Structure for Developers](https://www.wednesday.is/creating-content/a-guide-to-figma-file-structure-for-developers): This Wednesday Wisdom talk is all about unlocking effective Figma file structuring with our comprehensive guide. Elevate your design-to-development workflow as you explore best practices for organizing layers, components, and pages. Make it effortless for developers to grasp and implement your designs seamlessly.
- [An overview of performance in React Applications](https://www.wednesday.is/creating-content/an-overview-of-performance-in-react-applications): In this Wednesday Wisdom, Christin Itty John talks about performance in React apps. She covers render scheduling, fibers, optimizing with useCallback and memo, using the React Profiler, and analyzing memory snapshots to identify and reduce unnecessary re-renders.
- [React 18](https://www.wednesday.is/creating-content/react-18): In this Wednesday Wisdom, Rohan Saroha talks about what's new in React 18—covering features like automatic batching, transitions, suspense, and server-side streaming. He also explains new hooks (useTransition, useDeferredValue) and how to upgrade from React 17.
- [React Query](https://www.wednesday.is/creating-content/react-query): In this Wednesday Wisdom, Praveen explains React Query—a powerful data-fetching library for React. He covers queries, mutations, and its role alongside Redux, demonstrating how it simplifies managing server state in modern React apps.
- [TypeScript Decorators](https://www.wednesday.is/creating-content/typescript-decorators): In this Wednesday Wisdom, Sourav Singh Rawat explains the fundamentals of TypeScript decorators—what they are, how to use them, and why they matter. He highlights their role in enhancing object-oriented design, abstraction, and code reusability.
- [Chrome Extension Tutorial](https://www.wednesday.is/creating-content/chrome-extension-tutorial): In this Wednesday Wisdom, Rohan Keskar shares how to create a Chrome extension from scratch. They cover the role of manifest.json, key Chrome APIs like chrome.storage and chrome.tabs, and walk through a practical code example.
- [What is React Concurrent Mode: A Walkthrough](https://www.wednesday.is/creating-content/what-is-react-concurrent-mode-a-walkthrough): This Wednesday Wisdom talk goes into the world of React Concurrent Mode. Dive deep into its cutting-edge features, understand the tangible benefits it brings to your applications, and gain insights into its versatile real-world use cases.

### Backend & Infrastructure
- [Memory Management in Go: Stack, Heap & Garbage Collector](https://www.wednesday.is/creating-content/memory-management-in-golang-stack-heap-garbage-collector): This Wednesday Wisdom talk goes deep into Memory Management in Go. Discover how Go's automatic memory allocation, stack, heap, and garbage collection work together. Learn strategies to optimize memory usage, reduce garbage, and restructure structs for efficiency along with Go's unique memory model, emphasizing stack allocation for performance.
- [Distributed Locks Using Redis](https://www.wednesday.is/creating-content/distributed-locks-using-redis): In Wednesday Wisdom, Rajat Dangat talks about distributed locks using Redis. He explains why we need locks, different types (optimistic/pessimistic), and how to implement a pessimistic lock with Redis for mutual exclusion.
- [What is Temporal: Workflow & Cluster](https://www.wednesday.is/creating-content/what-is-temporal-workflow-cluster): This Wednesday Wisdom goes deep into the world of Temporal Workflow Execution. Learn about Temporal, Workflow, Coffee Maker Workflow, and the Temporal Cluster. Discover how Temporal can make your processes more scalable, reliable, and efficient.
- [Temporal with Elastic Container Service](https://www.wednesday.is/creating-content/temporal-with-elastic-container-service): In this Wednesday Wisdom, Bhavesh Pawar walks through deploying Temporal with Amazon ECS using AWS Copilot. They explain how Temporal ensures reliable, durable, and scalable workflows, and demonstrate setup steps for local and production environments.

### AI & Machine Learning
- [Use Vector Embeddings in Conversational AI](https://www.wednesday.is/creating-content/use-vector-embedding-in-conversational-ai): This Wednesday Wisdom talk helps you explore the power of vector embeddings in conversational AI. Understand why embeddings are crucial, their role in enhancing AI communication, and the challenges they pose. Discover techniques like Word2Vec, GloVe, FastText, BERT, and Transformers.
- [Build Smarter with LLMs: Fine-Tuning vs RAG for Real-World Apps](https://www.wednesday.is/creating-content/build-smarter-with-llms-fine-tuning-vs-rag-for-real-world-apps): In this Wednesday Wisdom, Naeem Dadi explores two powerful approaches to enhance LLMs: Fine-Tuning and RAG (Retrieval-Augmented Generation). The talk compares their strengths—fine-tuning for domain-specific expertise versus RAG for real-time knowledge—and demonstrates how combining both creates robust, accurate AI applications.

### Testing & DevOps
- [Automate Accessibility Tests with Storybooks](https://www.wednesday.is/creating-content/automate-accessibility-tests-with-storybooks): This Wednesday Wisdom talk goes into the details of automating accessibility testing for your component library. This empowers you to perform component-level accessibility audits, flexibility to choose your rules, ability to test accessibility of your components on interactions and integration to your CI/CD to ensure accessibility issues are captured early in the development process and also to make sure that everyone in the team follows required standards.
- [Testing Modern Web Apps with Playwright](https://www.wednesday.is/creating-content/testing-modern-web-apps-with-playwright): In this Wednesday Wisdom, Mohit Kushwaha talks about testing modern web apps using Playwright. He covers its features like cross-browser support, selectors, assertions, device emulation, parallel testing, and showcases an end-to-end test using the Codegen feature for Pawlyclinic.
- [Canary Deployments](https://www.wednesday.is/creating-content/canary-deployments): In this Wednesday Wisdom, Nikhil Ramrakhyani talks about Canary Deployments—a safer release strategy. He explains how it minimizes risk by gradually rolling out updates, highlights its benefits and trade-offs, and walks through the deployment workflow with a demo.

## LeadReads Newsletter
- [Edition 1 - Introducing LeadReads](https://www.wednesday.is/writing-leadreads/edition-1-introducing-leadreads): Welcome to LeadReads, where I share insights from building digital products for enterprises across the globe.
- [Edition 2 - Going Beyond Test Coverage](https://www.wednesday.is/writing-leadreads/edition-2-going-beyond-test-coverage): Achieving 100% test coverage doesn't guarantee 100% uptime. Learn how DORA's "Change Failure Rate" and "Lead Time for Changes" metrics can help balance efficiency and failure reduction. Discover practical steps to measure and reduce failure rates, derive insights, and prevent future issues.
- [Edition 3 - The Playbook](https://www.wednesday.is/writing-leadreads/edition-3-the-playbook): Learn how to increase build stability and velocity using DORA metrics and automation tools like Jira Compass. We'll dive into identifying failure rates, deriving insights from failures, and implementing Root Cause Analysis (RCA) documents and failure categorization. Discover how to leverage feature flags for faster, safer releases.
- [Edition 4 - Culture of writing readable and maintainable code](https://www.wednesday.is/writing-leadreads/edition-4-culture-of-writing-readable-and-maintainable-code): Learn how to make code hygiene a fundamental part of your team's DNA. Discover strategies for writing readable and maintainable code, standardizing conventions, ensuring deterministic outcomes with automation, and implementing checks and balances. By focusing on the "why" behind processes, you'll create a culture where quality is paramount.
- [Edition 5 - Leveraging data in your organization](https://www.wednesday.is/writing-leadreads/edition-5-leveraging-data-in-your-organization): Learn how to transform data into actionable insights for your product, sales, and growth teams. Discover the steps from data access and schema design to ETL pipelines and visualization. We'll explore automation, continuous monitoring, and real-world examples like Netflix's recommendation algorithm.
- [Edition 6 - How to consolidate information from databases in a micro-services architecture?](https://www.wednesday.is/writing-leadreads/edition-6-how-to-consolidate-information-from-databases-in-a-micro-services-architecture): Transitioning from monoliths to microservices can create data fragmentation and security challenges. In this edition of LeadReads, get an expert-guided playbook for consolidating data across databases in a microservices architecture.
- [Edition 7 - AWS Compliance tools that you didn't know you need](https://www.wednesday.is/writing-leadreads/edition-7-aws-compliance-tools-that-you-didnt-know-you-need): Keeping up with data security regulations and threats can be challenging. In this edition of LeadReads, discover strategies to safeguard sensitive data and ensure GDPR compliance using AWS solutions.
- [Edition 8 - AI Assisted Coding](https://www.wednesday.is/writing-leadreads/edition-8-ai-assisted-coding): AI is a powerful tool that can significantly boost productivity. In this edition of LeadReads, I share my journey with AI since 2016-2017, highlighting a project that reduced 14 hours of document analysis to just 45 minutes. Discover how different AI tools like ChatGPT, GitHub Copilot, CodeRabbit, and pre.dev excel in areas like bug fixing, code quality, and system design.

## Contact & Resources
- [The Wednesday Newsletter](https://www.wednesday.is/newsletter): High quality insights, once a month from an agency built for the AI age.
- [Privacy Policy](https://www.wednesday.is/privacy-policy): This privacy policy statement outlines our data practices and your choices regarding how we collect and use your information.
- [Terms and Conditions](https://www.wednesday.is/terms-conditions): At Wednesday we are committed to ensuring a high standard of delivery and customer experience. We provide the following terms and conditions upon engaging.
- Contact Email: hello@wednesday.is
- Specializations: Application modernization, Data Engineering, and Applied AI
- Target Clients: Enterprises, Unicorns, and ambitious start-ups
- Technologies: Mobile, Web, DevOps, Serverless, AI/ML, Data Engineering